Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 2117 |
| Missing cells | 14 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.2 KiB |
| Average record size in memory | 145.7 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 9 |
Name has a high cardinality: 2114 distinct values | High cardinality |
Alter is highly correlated with Anzahl der Kinder | High correlation |
Erbwerbstätige (15-64) is highly correlated with Anzahl an Ehepaaren | High correlation |
Anzahl an Ehepaaren is highly correlated with Erbwerbstätige (15-64) | High correlation |
Anzahl der Kinder is highly correlated with Alter | High correlation |
Alter is highly correlated with Erbwerbstätige (15-64) and 1 other fields | High correlation |
Erbwerbstätige (15-64) is highly correlated with Alter | High correlation |
Anzahl der Kinder is highly correlated with Alter | High correlation |
Alter is highly correlated with Anzahl der Kinder | High correlation |
Erbwerbstätige (15-64) is highly correlated with Anzahl an Ehepaaren and 1 other fields | High correlation |
Anzahl der Kinder is highly correlated with Alter | High correlation |
Einwohner is highly correlated with Grundstückspreise | High correlation |
Einkommen is highly correlated with Beschäftigte and 1 other fields | High correlation |
Beschäftigte is highly correlated with Einkommen and 1 other fields | High correlation |
Anzahl an Ehepaaren is highly correlated with Erbwerbstätige (15-64) and 1 other fields | High correlation |
Grundstückspreise is highly correlated with Einwohner | High correlation |
Arbeitsstätten is highly correlated with Erbwerbstätige (15-64) and 3 other fields | High correlation |
Erbwerbstätige (15-64) is highly skewed (γ1 = 34.04456658) | Skewed |
Anzahl an Ehepaaren is highly skewed (γ1 = 34.91692343) | Skewed |
Name is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2021-06-18 13:33:26.542049 |
|---|---|
| Analysis finished | 2021-06-18 13:33:50.319571 |
| Duration | 23.78 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 2114 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 152.3 KiB |
| Warth | 2 |
|---|---|
| Mühldorf | 2 |
| Krumbach | 2 |
| Leibnitz | 1 |
| Stattegg | 1 |
| Other values (2109) |
Length
| Max length | 37 |
|---|---|
| Median length | 10 |
| Mean length | 12.49692962 |
| Min length | 2 |
Characters and Unicode
| Total characters | 26456 |
|---|---|
| Distinct characters | 60 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2111 ? |
|---|---|
| Unique (%) | 99.7% |
Sample
| 1st row | Gramais |
|---|---|
| 2nd row | Namlos |
| 3rd row | Tschanigraben |
| 4th row | Kaisers |
| 5th row | Hinterhornbach |
Common Values
| Value | Count | Frequency (%) |
| Warth | 2 | 0.1% |
| Mühldorf | 2 | 0.1% |
| Krumbach | 2 | 0.1% |
| Leibnitz | 1 | < 0.1% |
| Stattegg | 1 | < 0.1% |
| Maria Neustift | 1 | < 0.1% |
| Kaindorf | 1 | < 0.1% |
| Mauthausen | 1 | < 0.1% |
| Stinatz | 1 | < 0.1% |
| Jenbach | 1 | < 0.1% |
| Other values (2104) | 2104 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| am | 159 | 4.6% |
| im | 125 | 3.6% |
| der | 123 | 3.6% |
| an | 111 | 3.2% |
| st | 87 | 2.5% |
| bei | 59 | 1.7% |
| sankt | 52 | 1.5% |
| bad | 34 | 1.0% |
| in | 31 | 0.9% |
| see | 28 | 0.8% |
| Other values (2087) | 2655 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2821 | 10.7% |
| r | 2142 | 8.1% |
| n | 2075 | 7.8% |
| a | 2071 | 7.8% |
| i | 1502 | 5.7% |
| 1347 | 5.1% | |
| t | 1321 | 5.0% |
| l | 1100 | 4.2% |
| h | 1009 | 3.8% |
| s | 1007 | 3.8% |
| Other values (50) | 10061 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 21850 | |
| Uppercase Letter | 3003 | 11.4% |
| Space Separator | 1347 | 5.1% |
| Dash Punctuation | 157 | 0.6% |
| Other Punctuation | 97 | 0.4% |
| Open Punctuation | 1 | < 0.1% |
| Close Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2821 | |
| r | 2142 | 9.8% |
| n | 2075 | 9.5% |
| a | 2071 | 9.5% |
| i | 1502 | 6.9% |
| t | 1321 | 6.0% |
| l | 1100 | 5.0% |
| h | 1009 | 4.6% |
| s | 1007 | 4.6% |
| d | 812 | 3.7% |
| Other values (19) | 5990 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 456 | |
| G | 224 | 7.5% |
| W | 224 | 7.5% |
| M | 222 | 7.4% |
| K | 177 | 5.9% |
| P | 175 | 5.8% |
| H | 173 | 5.8% |
| L | 162 | 5.4% |
| A | 154 | 5.1% |
| B | 149 | 5.0% |
| Other values (16) | 887 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 157 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 97 |
Space Separator
| Value | Count | Frequency (%) |
| 1347 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 1 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24853 | |
| Common | 1603 | 6.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2821 | 11.4% |
| r | 2142 | 8.6% |
| n | 2075 | 8.3% |
| a | 2071 | 8.3% |
| i | 1502 | 6.0% |
| t | 1321 | 5.3% |
| l | 1100 | 4.4% |
| h | 1009 | 4.1% |
| s | 1007 | 4.1% |
| d | 812 | 3.3% |
| Other values (45) | 8993 |
Common
| Value | Count | Frequency (%) |
| 1347 | ||
| - | 157 | 9.8% |
| . | 97 | 6.1% |
| ( | 1 | 0.1% |
| ) | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26067 | |
| Latin 1 Sup | 389 | 1.5% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2821 | 10.8% |
| r | 2142 | 8.2% |
| n | 2075 | 8.0% |
| a | 2071 | 7.9% |
| i | 1502 | 5.8% |
| 1347 | 5.2% | |
| t | 1321 | 5.1% |
| l | 1100 | 4.2% |
| h | 1009 | 3.9% |
| s | 1007 | 3.9% |
| Other values (44) | 9672 |
Latin 1 Sup
| Value | Count | Frequency (%) |
| ö | 148 | |
| ü | 103 | |
| ß | 95 | |
| ä | 39 | 10.0% |
| Ü | 3 | 0.8% |
| Ö | 1 | 0.3% |
| Distinct | 1730 |
|---|---|
| Distinct (%) | 81.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4219.491734 |
| Minimum | 41 |
|---|---|
| Maximum | 291134 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.7 KiB |
Quantile statistics
| Minimum | 41 |
|---|---|
| 5-th percentile | 487.4 |
| Q1 | 1150 |
| median | 1842 |
| Q3 | 3251 |
| 95-th percentile | 10579.8 |
| Maximum | 291134 |
| Range | 291093 |
| Interquartile range (IQR) | 2101 |
Descriptive statistics
| Standard deviation | 14056.54905 |
|---|---|
| Coefficient of variation (CV) | 3.331337027 |
| Kurtosis | 169.3898221 |
| Mean | 4219.491734 |
| Median Absolute Deviation (MAD) | 894 |
| Skewness | 11.68717135 |
| Sum | 8932664 |
| Variance | 197586571.1 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 610 | 5 | 0.2% |
| 1259 | 5 | 0.2% |
| 1440 | 5 | 0.2% |
| 767 | 4 | 0.2% |
| 686 | 4 | 0.2% |
| 1240 | 4 | 0.2% |
| 1132 | 4 | 0.2% |
| 1592 | 4 | 0.2% |
| 1055 | 3 | 0.1% |
| 1404 | 3 | 0.1% |
| Other values (1720) | 2076 |
| Value | Count | Frequency (%) |
| 41 | 1 | |
| 65 | 1 | |
| 67 | 1 | |
| 78 | 1 | |
| 94 | 1 | |
| 99 | 1 | |
| 105 | 1 | |
| 106 | 1 | |
| 127 | 1 | |
| 140 | 1 |
| Value | Count | Frequency (%) |
| 291134 | 1 | |
| 210573 | 1 | |
| 206537 | 1 | |
| 198806 | 1 | |
| 173916 | 1 | |
| 155416 | 1 | |
| 131059 | 1 | |
| 111812 | 1 | |
| 105237 | 1 | |
| 105022 | 1 |
| Distinct | 2079 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09323908927 |
| Minimum | 0.01492537313 |
|---|---|
| Maximum | 0.7667485977 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.7 KiB |
Quantile statistics
| Minimum | 0.01492537313 |
|---|---|
| 5-th percentile | 0.0589159829 |
| Q1 | 0.07468519323 |
| median | 0.08863198459 |
| Q3 | 0.104213865 |
| 95-th percentile | 0.1402104355 |
| Maximum | 0.7667485977 |
| Range | 0.7518232246 |
| Interquartile range (IQR) | 0.02952867175 |
Descriptive statistics
| Standard deviation | 0.0356942701 |
|---|---|
| Coefficient of variation (CV) | 0.3828251689 |
| Kurtosis | 124.3263444 |
| Mean | 0.09323908927 |
| Median Absolute Deviation (MAD) | 0.01458804642 |
| Skewness | 7.797778255 |
| Sum | 197.387152 |
| Variance | 0.001274080918 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.09090909091 | 4 | 0.2% |
| 0.1 | 3 | 0.1% |
| 0.1052631579 | 3 | 0.1% |
| 0.106557377 | 3 | 0.1% |
| 0.07692307692 | 3 | 0.1% |
| 0.08695652174 | 2 | 0.1% |
| 0.08510638298 | 2 | 0.1% |
| 0.06466610313 | 2 | 0.1% |
| 0.1111111111 | 2 | 0.1% |
| 0.09411764706 | 2 | 0.1% |
| Other values (2069) | 2091 |
| Value | Count | Frequency (%) |
| 0.01492537313 | 1 | |
| 0.02626811594 | 1 | |
| 0.02741935484 | 1 | |
| 0.03078982597 | 1 | |
| 0.03230543319 | 1 | |
| 0.03930131004 | 1 | |
| 0.04146750205 | 1 | |
| 0.04182225541 | 1 | |
| 0.04195121951 | 1 | |
| 0.04290909091 | 1 |
| Value | Count | Frequency (%) |
| 0.7667485977 | 1 | |
| 0.7543859649 | 1 | |
| 0.4593939394 | 1 | |
| 0.3714285714 | 1 | |
| 0.3548387097 | 1 | |
| 0.29004329 | 1 | |
| 0.2758402029 | 1 | |
| 0.2727272727 | 1 | |
| 0.2656142759 | 1 | |
| 0.2504690432 | 1 |
| Distinct | 2103 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3772212097 |
| Minimum | 0.01492537313 |
|---|---|
| Maximum | 10.68557383 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.7 KiB |
Quantile statistics
| Minimum | 0.01492537313 |
|---|---|
| 5-th percentile | 0.1474250754 |
| Q1 | 0.2284644195 |
| median | 0.316271722 |
| Q3 | 0.4510638298 |
| 95-th percentile | 0.8114247073 |
| Maximum | 10.68557383 |
| Range | 10.67064846 |
| Interquartile range (IQR) | 0.2225994103 |
Descriptive statistics
| Standard deviation | 0.3155814396 |
|---|---|
| Coefficient of variation (CV) | 0.8365951635 |
| Kurtosis | 541.294343 |
| Mean | 0.3772212097 |
| Median Absolute Deviation (MAD) | 0.0999395713 |
| Skewness | 17.39735337 |
| Sum | 798.5773009 |
| Variance | 0.09959164502 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3333333333 | 3 | 0.1% |
| 0.3285714286 | 2 | 0.1% |
| 0.3018480493 | 2 | 0.1% |
| 0.2571161923 | 2 | 0.1% |
| 0.1153225806 | 2 | 0.1% |
| 0.2903225806 | 2 | 0.1% |
| 0.2215909091 | 2 | 0.1% |
| 0.1982378855 | 2 | 0.1% |
| 0.3947368421 | 2 | 0.1% |
| 0.2402234637 | 2 | 0.1% |
| Other values (2093) | 2096 |
| Value | Count | Frequency (%) |
| 0.01492537313 | 1 | |
| 0.05580029369 | 1 | |
| 0.06113537118 | 1 | |
| 0.0625 | 1 | |
| 0.07427536232 | 1 | |
| 0.07524271845 | 1 | |
| 0.07692307692 | 1 | |
| 0.08474576271 | 1 | |
| 0.08915662651 | 1 | |
| 0.08987603306 | 1 |
| Value | Count | Frequency (%) |
| 10.68557383 | 1 | |
| 3.186036036 | 1 | |
| 1.92224476 | 1 | |
| 1.721228869 | 1 | |
| 1.575394322 | 1 | |
| 1.531288344 | 1 | |
| 1.486891386 | 1 | |
| 1.483643123 | 1 | |
| 1.451020408 | 1 | |
| 1.422966507 | 1 |
| Distinct | 854 |
|---|---|
| Distinct (%) | 40.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.95324043 |
| Minimum | 37.79 |
|---|---|
| Maximum | 55.56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.7 KiB |
Quantile statistics
| Minimum | 37.79 |
|---|---|
| 5-th percentile | 40.29 |
| Q1 | 42.18 |
| median | 43.75 |
| Q3 | 45.52 |
| 95-th percentile | 48.29 |
| Maximum | 55.56 |
| Range | 17.77 |
| Interquartile range (IQR) | 3.34 |
Descriptive statistics
| Standard deviation | 2.464286724 |
|---|---|
| Coefficient of variation (CV) | 0.05606609888 |
| Kurtosis | 0.4412382813 |
| Mean | 43.95324043 |
| Median Absolute Deviation (MAD) | 1.66 |
| Skewness | 0.5035243957 |
| Sum | 93049.01 |
| Variance | 6.07270906 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 42.69 | 10 | 0.5% |
| 42.82 | 9 | 0.4% |
| 43.81 | 8 | 0.4% |
| 44.13 | 8 | 0.4% |
| 44.87 | 8 | 0.4% |
| 44.93 | 8 | 0.4% |
| 41.94 | 7 | 0.3% |
| 44.64 | 7 | 0.3% |
| 43.23 | 7 | 0.3% |
| 44.75 | 7 | 0.3% |
| Other values (844) | 2038 |
| Value | Count | Frequency (%) |
| 37.79 | 1 | |
| 37.93 | 1 | |
| 37.96 | 1 | |
| 38.03 | 2 | |
| 38.08 | 1 | |
| 38.11 | 1 | |
| 38.19 | 1 | |
| 38.24 | 1 | |
| 38.3 | 1 | |
| 38.33 | 1 |
| Value | Count | Frequency (%) |
| 55.56 | 1 | |
| 53.63 | 1 | |
| 53.56 | 1 | |
| 53.38 | 1 | |
| 53.07 | 1 | |
| 52.68 | 1 | |
| 52.21 | 1 | |
| 51.95 | 1 | |
| 51.89 | 1 | |
| 51.69 | 1 |
| Distinct | 1941 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.72307038 |
| Minimum | 27.173 |
|---|---|
| Maximum | 76.668 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.7 KiB |
Quantile statistics
| Minimum | 27.173 |
|---|---|
| 5-th percentile | 35.3186 |
| Q1 | 37.831 |
| median | 40.094 |
| Q3 | 42.825 |
| 95-th percentile | 47.8838 |
| Maximum | 76.668 |
| Range | 49.495 |
| Interquartile range (IQR) | 4.994 |
Descriptive statistics
| Standard deviation | 4.343363584 |
|---|---|
| Coefficient of variation (CV) | 0.106656093 |
| Kurtosis | 7.302586122 |
| Mean | 40.72307038 |
| Median Absolute Deviation (MAD) | 2.444 |
| Skewness | 1.704758961 |
| Sum | 86210.74 |
| Variance | 18.86480722 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 41.006 | 3 | 0.1% |
| 41.337 | 3 | 0.1% |
| 39.828 | 3 | 0.1% |
| 39.701 | 3 | 0.1% |
| 41.903 | 3 | 0.1% |
| 41.524 | 3 | 0.1% |
| 38.025 | 3 | 0.1% |
| 41.208 | 3 | 0.1% |
| 42.025 | 3 | 0.1% |
| 42.377 | 3 | 0.1% |
| Other values (1931) | 2087 |
| Value | Count | Frequency (%) |
| 27.173 | 1 | |
| 27.408 | 1 | |
| 29.107 | 1 | |
| 30.865 | 1 | |
| 31.208 | 1 | |
| 31.294 | 1 | |
| 32.125 | 1 | |
| 32.734 | 1 | |
| 32.817 | 1 | |
| 32.949 | 1 |
| Value | Count | Frequency (%) |
| 76.668 | 1 | |
| 72.847 | 1 | |
| 70.789 | 1 | |
| 67.387 | 1 | |
| 65.147 | 1 | |
| 62.813 | 1 | |
| 61.934 | 1 | |
| 61.81 | 1 | |
| 60.275 | 1 | |
| 60.164 | 1 |
| Distinct | 2088 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4991826862 |
| Minimum | 0.1403985507 |
|---|---|
| Maximum | 4.426900585 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.7 KiB |
Quantile statistics
| Minimum | 0.1403985507 |
|---|---|
| 5-th percentile | 0.4352251403 |
| Q1 | 0.4743589744 |
| median | 0.5007208073 |
| Q3 | 0.5226890756 |
| 95-th percentile | 0.55197369 |
| Maximum | 4.426900585 |
| Range | 4.286502034 |
| Interquartile range (IQR) | 0.04833010127 |
Descriptive statistics
| Standard deviation | 0.09448984531 |
|---|---|
| Coefficient of variation (CV) | 0.1892891078 |
| Kurtosis | 1413.027666 |
| Mean | 0.4991826862 |
| Median Absolute Deviation (MAD) | 0.02343058406 |
| Skewness | 34.04456658 |
| Sum | 1056.769747 |
| Variance | 0.008928330867 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4666666667 | 3 | 0.1% |
| 0.5194444444 | 3 | 0.1% |
| 0.5 | 3 | 0.1% |
| 0.5185185185 | 3 | 0.1% |
| 0.5325581395 | 2 | 0.1% |
| 0.5276595745 | 2 | 0.1% |
| 0.568627451 | 2 | 0.1% |
| 0.5433759247 | 2 | 0.1% |
| 0.5555555556 | 2 | 0.1% |
| 0.5094339623 | 2 | 0.1% |
| Other values (2078) | 2093 |
| Value | Count | Frequency (%) |
| 0.1403985507 | 1 | |
| 0.3045640726 | 1 | |
| 0.324829932 | 1 | |
| 0.341161122 | 1 | |
| 0.3435448578 | 1 | |
| 0.3505376344 | 1 | |
| 0.3589945012 | 1 | |
| 0.3598484848 | 1 | |
| 0.3715319662 | 1 | |
| 0.3741721854 | 1 |
| Value | Count | Frequency (%) |
| 4.426900585 | 1 | |
| 1.12195122 | 1 | |
| 0.6464646465 | 1 | |
| 0.6461538462 | 1 | |
| 0.6163522013 | 1 | |
| 0.6125954198 | 1 | |
| 0.6060606061 | 1 | |
| 0.6038318912 | 1 | |
| 0.595890411 | 1 | |
| 0.5938921378 | 1 |
| Distinct | 1024 |
|---|---|
| Distinct (%) | 48.7% |
| Missing | 14 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.9080837 |
| Minimum | 7.8 |
|---|---|
| Maximum | 1712.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.7 KiB |
Quantile statistics
| Minimum | 7.8 |
|---|---|
| 5-th percentile | 15.7 |
| Q1 | 37.6 |
| median | 68.4 |
| Q3 | 154.75 |
| 95-th percentile | 416.66 |
| Maximum | 1712.7 |
| Range | 1704.9 |
| Interquartile range (IQR) | 117.15 |
Descriptive statistics
| Standard deviation | 154.8397709 |
|---|---|
| Coefficient of variation (CV) | 1.229784192 |
| Kurtosis | 20.44302604 |
| Mean | 125.9080837 |
| Median Absolute Deviation (MAD) | 41.5 |
| Skewness | 3.546779912 |
| Sum | 264784.7 |
| Variance | 23975.35465 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.2 | 14 | 0.7% |
| 43 | 12 | 0.6% |
| 22 | 12 | 0.6% |
| 11.9 | 11 | 0.5% |
| 13.6 | 11 | 0.5% |
| 51.3 | 10 | 0.5% |
| 41.6 | 10 | 0.5% |
| 14.1 | 9 | 0.4% |
| 35.9 | 9 | 0.4% |
| 46.5 | 9 | 0.4% |
| Other values (1014) | 1996 | |
| (Missing) | 14 | 0.7% |
| Value | Count | Frequency (%) |
| 7.8 | 5 | |
| 8 | 1 | < 0.1% |
| 9.3 | 1 | < 0.1% |
| 10.8 | 4 | 0.2% |
| 10.9 | 3 | 0.1% |
| 11 | 6 | |
| 11.5 | 3 | 0.1% |
| 11.9 | 11 | |
| 12.5 | 7 | |
| 12.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1712.7 | 1 | |
| 1669 | 1 | |
| 1560 | 1 | |
| 1186.4 | 1 | |
| 1161.4 | 1 | |
| 1102.8 | 1 | |
| 1066.2 | 1 | |
| 1052.3 | 1 | |
| 1043 | 1 | |
| 1006.3 | 1 |
| Distinct | 2068 |
|---|---|
| Distinct (%) | 97.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2072855374 |
| Minimum | 0.0606884058 |
|---|---|
| Maximum | 2.152046784 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.7 KiB |
Quantile statistics
| Minimum | 0.0606884058 |
|---|---|
| 5-th percentile | 0.1781263794 |
| Q1 | 0.1961722488 |
| median | 0.2068723703 |
| Q3 | 0.2179802956 |
| 95-th percentile | 0.2328903988 |
| Maximum | 2.152046784 |
| Range | 2.091358378 |
| Interquartile range (IQR) | 0.02180804676 |
Descriptive statistics
| Standard deviation | 0.04637534997 |
|---|---|
| Coefficient of variation (CV) | 0.2237268965 |
| Kurtosis | 1463.301335 |
| Mean | 0.2072855374 |
| Median Absolute Deviation (MAD) | 0.01092311446 |
| Skewness | 34.91692343 |
| Sum | 438.8234826 |
| Variance | 0.002150673084 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2169811321 | 3 | 0.1% |
| 0.2051282051 | 3 | 0.1% |
| 0.2093023256 | 3 | 0.1% |
| 0.1944444444 | 3 | 0.1% |
| 0.212 | 3 | 0.1% |
| 0.2142857143 | 3 | 0.1% |
| 0.2222222222 | 3 | 0.1% |
| 0.232 | 2 | 0.1% |
| 0.2016806723 | 2 | 0.1% |
| 0.1894736842 | 2 | 0.1% |
| Other values (2058) | 2090 |
| Value | Count | Frequency (%) |
| 0.0606884058 | 1 | |
| 0.1186501483 | 1 | |
| 0.1188728619 | 1 | |
| 0.1198440386 | 1 | |
| 0.1211059559 | 1 | |
| 0.1291609977 | 1 | |
| 0.1302116859 | 1 | |
| 0.1346838538 | 1 | |
| 0.1382113821 | 1 | |
| 0.1386185429 | 1 |
| Value | Count | Frequency (%) |
| 2.152046784 | 1 | |
| 0.469043152 | 1 | |
| 0.3065326633 | 1 | |
| 0.2682926829 | 1 | |
| 0.2677165354 | 1 | |
| 0.2620087336 | 1 | |
| 0.2579535684 | 1 | |
| 0.2575107296 | 1 | |
| 0.2572145546 | 1 | |
| 0.2544031311 | 1 |
| Distinct | 68 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.63923949 |
| Minimum | 1.32 |
|---|---|
| Maximum | 2.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.7 KiB |
Quantile statistics
| Minimum | 1.32 |
|---|---|
| 5-th percentile | 1.49 |
| Q1 | 1.57 |
| median | 1.63 |
| Q3 | 1.7 |
| 95-th percentile | 1.81 |
| Maximum | 2.3 |
| Range | 0.98 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.1032438786 |
|---|---|
| Coefficient of variation (CV) | 0.06298279128 |
| Kurtosis | 2.170933799 |
| Mean | 1.63923949 |
| Median Absolute Deviation (MAD) | 0.06 |
| Skewness | 0.8016132634 |
| Sum | 3470.27 |
| Variance | 0.01065929848 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.6 | 92 | 4.3% |
| 1.64 | 89 | 4.2% |
| 1.62 | 89 | 4.2% |
| 1.63 | 88 | 4.2% |
| 1.67 | 87 | 4.1% |
| 1.61 | 86 | 4.1% |
| 1.59 | 83 | 3.9% |
| 1.65 | 78 | 3.7% |
| 1.58 | 77 | 3.6% |
| 1.69 | 76 | 3.6% |
| Other values (58) | 1272 |
| Value | Count | Frequency (%) |
| 1.32 | 1 | < 0.1% |
| 1.37 | 2 | 0.1% |
| 1.4 | 2 | 0.1% |
| 1.41 | 2 | 0.1% |
| 1.42 | 1 | < 0.1% |
| 1.43 | 8 | |
| 1.44 | 9 | |
| 1.45 | 16 | |
| 1.46 | 12 | |
| 1.47 | 18 |
| Value | Count | Frequency (%) |
| 2.3 | 1 | < 0.1% |
| 2.27 | 1 | < 0.1% |
| 2.17 | 1 | < 0.1% |
| 2.09 | 1 | < 0.1% |
| 2.05 | 1 | < 0.1% |
| 2.04 | 1 | < 0.1% |
| 2.02 | 2 | 0.1% |
| 2 | 3 | |
| 1.97 | 2 | 0.1% |
| 1.96 | 5 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Name | Einwohner | Arbeitsstätten | Beschäftigte | Alter | Einkommen | Erbwerbstätige (15-64) | Grundstückspreise | Anzahl an Ehepaaren | Anzahl der Kinder | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Gramais | 41 | 0.170732 | 0.292683 | 48.74 | 37.624 | 0.463415 | 68.4 | 0.268293 | 1.50 |
| 1 | Namlos | 65 | 0.138462 | 0.246154 | 47.70 | 40.166 | 0.646154 | 63.6 | 0.246154 | 1.50 |
| 2 | Tschanigraben | 67 | 0.014925 | 0.014925 | 51.34 | 35.946 | 0.388060 | 11.9 | 0.194030 | 1.78 |
| 3 | Kaisers | 78 | 0.179487 | 0.256410 | 44.35 | 42.825 | 0.474359 | 68.4 | 0.153846 | 2.00 |
| 4 | Hinterhornbach | 94 | 0.127660 | 0.212766 | 44.53 | 33.719 | 0.489362 | 68.4 | 0.202128 | 1.62 |
| 5 | Spiss | 99 | 0.090909 | 0.141414 | 46.23 | 27.408 | 0.646465 | 154.4 | 0.181818 | 1.46 |
| 6 | Pfafflar | 105 | 0.142857 | 0.209524 | 47.88 | 40.814 | 0.542857 | 63.6 | 0.171429 | 1.75 |
| 7 | Großhofen | 106 | 0.169811 | 0.471698 | 41.51 | 41.186 | 0.509434 | 125.3 | 0.188679 | 1.67 |
| 8 | Andlersdorf | 127 | 0.133858 | 0.275591 | 46.88 | 44.263 | 0.543307 | 132.3 | 0.267717 | 1.79 |
| 9 | Dünserberg | 140 | 0.150000 | 0.292857 | 41.96 | 30.865 | 0.585714 | 230.5 | 0.221429 | 1.92 |
Last rows
| Name | Einwohner | Arbeitsstätten | Beschäftigte | Alter | Einkommen | Erbwerbstätige (15-64) | Grundstückspreise | Anzahl an Ehepaaren | Anzahl der Kinder | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2107 | Wien-Simmering | 105022 | 0.041468 | 0.372427 | 39.42 | 38.237 | 0.434071 | 613.8 | 0.166089 | 1.69 |
| 2108 | Wien-Leopoldstadt | 105237 | 0.082442 | 0.737963 | 40.12 | 43.964 | 0.450003 | NaN | 0.138696 | 1.68 |
| 2109 | Wien-Liesing | 111812 | 0.070431 | 0.553876 | 42.32 | 46.237 | 0.420957 | 700.6 | 0.169096 | 1.64 |
| 2110 | Innsbruck | 131059 | 0.099253 | 0.790667 | 42.35 | 40.105 | 0.476816 | 1066.2 | 0.138983 | 1.59 |
| 2111 | Salzburg | 155416 | 0.102081 | 0.758892 | 43.61 | 42.825 | 0.469205 | 1043.0 | 0.158401 | 1.60 |
| 2112 | Wien-Floridsdorf | 173916 | 0.043360 | 0.352705 | 40.77 | 41.917 | 0.415931 | 705.7 | 0.159031 | 1.68 |
| 2113 | Wien-Donaustadt | 198806 | 0.049073 | 0.340689 | 40.40 | 44.871 | 0.445067 | 759.0 | 0.170739 | 1.65 |
| 2114 | Linz | 206537 | 0.080087 | 0.883154 | 42.45 | 42.759 | 0.478011 | 354.7 | 0.157933 | 1.65 |
| 2115 | Wien-Favoriten | 210573 | 0.045172 | 0.387495 | 39.91 | 37.070 | 0.408913 | 707.1 | 0.159940 | 1.71 |
| 2116 | Graz | 291134 | 0.084861 | 0.705290 | 41.19 | 42.716 | 0.478790 | 246.3 | 0.144796 | 1.62 |